Real time 3D reconstruction of non-structured domestic environment for obstacle avoidance using multiple RGB-D cameras

This thesis presents how to obtain a real-time 3D reconstruction of a non-structured scene using multiple RGB-D cameras with the aim to use it for robot planning. Several techniques have been developed, starting from raycasting. In order to obtain better speeds some point filtering procedures have b...

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Bibliographic Details
Author: Magdaleno Maltas, Jordi
Format: master thesis
Publication Date:2015
Country:España
Institution:Universitat Politècnica de Catalunya (UPC)
Repository:UPCommons. Portal del coneixement obert de la UPC
Language:English
OAI Identifier:oai:upcommons.upc.edu:2117/76422
Online Access:https://hdl.handle.net/2117/76422
Access Level:Open access
Keyword:Three-dimensional display systems
Real-time programming
Robotics
Visualització tridimensional (Informàtica)
Programació en temps real
Robòtica
Àrees temàtiques de la UPC::Informàtica
Description
Summary:This thesis presents how to obtain a real-time 3D reconstruction of a non-structured scene using multiple RGB-D cameras with the aim to use it for robot planning. Several techniques have been developed, starting from raycasting. In order to obtain better speeds some point filtering procedures have been used. Finally, a temporal filtering technique is used to replace the raycasting approach, and to provide a better reconstruction, a sparse points filter is implemented.